110+ Free Best Online Resources to Learn Data Science
Data Science is becoming more popular every day, and it's no surprise that many people are eager to break into this field. However, one of the biggest challenges is finding the right resources to learn data science effectively. In this article, I’ll share the best online resources for learning data science, including courses, tutorials, YouTube channels, blogs, eBooks, and more.
I suggest you bookmark this article because it will be a valuable guide throughout your learning journey.
So, without further ado, let’s dive into discovering the top online resources for learning data science.
Best Online Resources to Learn Data Science
Before we dive into the resources, it’s important to understand the key skills you’ll need in data science. These include:
- Programming Skills (Python & R)
- Statistics and Probability
- Machine Learning
- Multivariate Calculus and Linear Algebra
- Data Wrangling
- Data Visualization
- Database Management
- Big Data
The resources I’m about to share will help you build these essential skills. To make things easier, I’ve organized the resources into different sections. Let’s start with online courses and tutorials.
Online Courses & Tutorials
Online Courses & Tutorials
- IBM Data Science Professional Certificate – Coursera
- Become a Data Scientist – Udacity
- Data Science Specialization – Coursera
- Applied Data Science with Python Specialization – Coursera
- Programming for Data Science with Python – Udacity
- Data Science for Everyone – Datacamp
- Data Scientist with Python – Datacamp
- Data Scientist with R – Datacamp
- Professional Certificate in Data Science – edX
- MicroMasters? Program inData Science – edX
- The Data Science Course 2024: Complete Data Science Bootcamp – Udemy
- Data Science Tutorial –w3schools
- Data Scientist Masters Program – Edureka
- Career Path Data Science – Codecademy
- Data Science Tutorial – DataFlair
- Python — Data Science Tutorial – TutorialsPoint
Statistics & Probability
- Statistics with R Specialization – Coursera
- Statistics and probability – Khan Academy
- Statistics with Python Specialization – Coursera
- Learn Statistics with Python – Codecademy
- Basic Statistics – Coursera
- Statistics — Probability -TutorialsPoint
- Statistics for Data Science and Business Analysis – Udemy
- Statistical Analysis with R for Public Health Specialization – Coursera
- Intro to Statistics– Udacity
- Probability Theory, Statistics, and Exploratory Data Analysis – National Research University Higher School of Economics
- Probability and Statistics – University of London
- Probabilistic Graphical Models Specialization – Coursera
- Probability — The Science of Uncertainty and Data – MITx
- Fundamentals of Statistics – MITx
- STATISTICS TUTORIALS: BEGINNER TO ADVANCED – Listen Data
- Probability and Statistics – MathisFun
Programming Language
- The Python Tutorial – PYTHON.ORG
- Python for Everybody — University of Michigan
- Introduction To Python Programming – Udemy
- Python Core and Advanced – Udemy
- Crash Course on Python – Google
- Python for Absolute Beginners! – Udemy
- Introduction to Python Programming – Udacity
- Python 3 Tutorial – SOLOLEARN
- Python 3 Programming Specialization – University of Michigan
- R Programming — Johns Hopkins University
- Programming for Data Science with R – Udacity
- R Programming A-Z?– Udemy
- Python Tutorial – W3Schools
- R Tutorial – Tutorials Point
- R Tutorial– Statmethods
Mathematics
- Mathematics for Machine Learning Specialization – Imperial College London
- Mathematics for Data Science Specialization – Coursera
- Data Science Math Skills – Duke University
- Introduction to Calculus – The University of Sydney
- Calculus 1 – Khan Academy
- Introduction to Calculus -MathisFun
领英推荐
Data Wrangling
- Python — Data Wrangling – TutorialsPoint
- Excel to MySQL: Analytic Techniques for Business Specialization – Duke University
- Learn SQL Basics for Data Science Specialization – University of California, Davis
- SQL — MySQL for Data Analytics and Business Intelligence- Udemy
- Modern Big Data Analysis with SQL Specialization – Cloudera
- Data Warehousing for Business Intelligence Specialization – University of Colorado System
- Data Wrangling with pandas Cheat Sheet
- Python Data Wrangling Tutorial: Cryptocurrency Edition – Elite Data Science
Data Visualization
- Tableau Tutorial – Tableau.com
- Data Visualisation with Tableau – DataCamp
- Data Visualization with Tableau Specialization — University of California, Davis
- Data Visualization with Python – IBM
- Data Visualization – Coursera
- Data Visualization – Udacity
- Data Visualization – TutorialsPoint
So, these are online courses and tutorials. Now I am gonna share some YouTube tutorials for Data Science.
YouTube Videos
- Data Science Tutorial – Great Learning
- Data Science Full Course – Edureka
- Data Science Full Course For Beginners – codebasics
- Data Science Full Course – Simplilearn
- Learn Data Science Tutorial – freeCodeCamp
- R Programming Tutorial – freeCodeCamp
- Statistics for Data Science – Great Learning
- Statistics — A Full University Course on Data Science Basics –freeCodeCamp
- Statistics Course for Data Science | Statistics Course – MarinStatsLectures-R Programming & Statistics
- Mathematics for Machine Learning [Full Course] – Edureka
- Machine Learning Data Pre-processing & Data Wrangling using Python – The AI University
- Data Visualization Tutorial – by Krish Naik
- Power BI Tutorial From Beginner to Pro – Avi Singh — PowerBIPro
- Data Visualization Tutorial For Beginners- Simplilearn
- Data Visualization with D3.js — Full Tutorial Course- freeCodeCamp.org
Data Science Blogs
Data Science Ebooks
- Journey to Data Scientist: Interviews with More Than Twenty Amazing Data Scientists by Kate Strachnyi
- Learn Python the Hard Way by Zed A. Shaw (download PDF here )
- R for Data Science by Hadley Wickham (download PDF here )
- An Introduction to Statistical Learning by Gareth James, Daniela Witten, Trevor Hastie, and Robert Tibshirani (download the pdf version of this book from here )
- Probability and Statistics for Data Science by Norman Matloff
- The Art of Statistics: How to Learn from Data by David Spiegelhalter (download the PDF here )
- Data Analysis From Scratch With Python by Peters Morgan (Download the PDF here )
- Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython by Wes McKinney (download the PDF here )
- Data Visualization: A Practical Introduction by Kieran Healy (download the PDF here )
- Data Visualisation: A Handbook for Data-Driven Design by Andy Kirk (download the PDF here )
- The Data Wrangling Workshop by Brian Lipp
And that’s the end of the list. I hope these resources will support you in your journey to learn and master data science. I recommend bookmarking this article for easy access in the future. Now, let's wrap things up.
Conclusion
In this article, I aimed to cover the best online resources for learning data science, from courses to YouTube videos. If you have any questions or need further clarification, feel free to ask in the comments section.
Best of luck!
Happy learning!
LinkedIn Top Voice | CTO | Generative AI | AI Agents | Innovation Leader & VP at Capgemini's Applied Innovation Exchange | Award-winning Consultant | Author | Speaker | San Francisco | Palo Alto
3 个月Fantastic compilation! ??